{"id":"W4366481759","doi":"10.20944/preprints202304.0629.v1","title":"Bengal Delta, Charland (Mid-channel Island) Formation, and Riparian Hazards: A Study of Dynamic Geophysical and Human Adaptations","year":2023,"lang":"en","type":"preprint","venue":"Preprints.org","topic":"Transboundary Water Resource Management","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Social Sciences and Humanities Research Council of Canada; Centre National de la Recherche Scientifique","keywords":"Riparian zone; Geography; Salient; Environmental planning; Environmental resource management; Water resource management; Ecology; Environmental science; Archaeology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001134897,0.0002898389,0.0004653845,0.0002740543,0.0007976329,0.0001480104,0.0005092784,0.0001791954,0.00004885412],"category_scores_gemma":[0.00008537224,0.0003102326,0.00008721671,0.000186971,0.0003576605,0.0001981456,0.001244459,0.0004835795,0.00004987771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001088599,"about_ca_system_score_gemma":0.00008993016,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.0178952,"about_ca_topic_score_gemma":0.07542347,"domain_scores_codex":[0.9972606,0.0003962996,0.0005690395,0.0007536534,0.0006521223,0.0003683442],"domain_scores_gemma":[0.998759,0.00008114408,0.0002876135,0.0005760148,0.0001334267,0.000162801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.0000852459,0.001220493,0.4264921,0.0008851661,0.000772457,0.00002646432,0.5644768,0.001361892,0.0002724893,0.002658464,0.00008365553,0.001664845],"study_design_scores_gemma":[0.001111186,0.00009118523,0.959814,0.0001265697,0.0002221233,8.797642e-7,0.0268206,0.0009993652,0.00002732699,0.008862735,0.001540917,0.0003831715],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9948944,0.00004008577,0.0003672307,0.0008396717,0.0002047361,0.001834425,0.0001002186,0.0001821451,0.001537029],"genre_scores_gemma":[0.9985201,0.0001128597,0.00002960445,0.00002031265,0.00009123332,0.0002674679,0.00008401635,0.00003604555,0.0008383647],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5376562,"threshold_uncertainty_score":0.999935,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1065388092740117,"score_gpt":0.3584823483186862,"score_spread":0.2519435390446745,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}